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The Neural-MMO Challenge

Getting Started

This notebook walks you through installing dependencies and helps you make your first submission

siddhartha

Getting started

Clone Starter Kit and Install Dependencies

In [1]:
!git clone http://gitlab.aicrowd.com/neural-mmo/neural-mmo-starter-kit.git
!git checkout round2
!pip install neural-mmo

#Optional: Install ML dependencies 
!pip install -U -r neural-mmo-starter-kit/requirements.txt

Cloning into 'neural-mmo-starter-kit'...
remote: Enumerating objects: 242, done.
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remote: Total 649 (delta 133), reused 190 (delta 98), pack-reused 407
Receiving objects: 100% (649/649), 18.93 MiB | 5.57 MiB/s, done.
Resolving deltas: 100% (305/305), done.
fatal: not a git repository (or any of the parent directories): .git
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Building wheels for collected packages: bokeh, fire, gym, setproctitle, Twisted, vec-noise
  Building wheel for bokeh (setup.py) ... done
  Created wheel for bokeh: filename=bokeh-2.2.3-py3-none-any.whl size=9296320 sha256=55e840872b419cb9431c6a2a7a9bd1361e41fdcb8c226ec177fd5529800b6509
  Stored in directory: /root/.cache/pip/wheels/0c/6a/ac/5de7ec1983d76fa1243106008b70df211dceb5ed643ad15699
  Building wheel for fire (setup.py) ... done
  Created wheel for fire: filename=fire-0.4.0-py2.py3-none-any.whl size=115943 sha256=4852ba09a784b529dabd12efefe6cf54da909d52070473805b80616377bea8c0
  Stored in directory: /root/.cache/pip/wheels/8a/67/fb/2e8a12fa16661b9d5af1f654bd199366799740a85c64981226
  Building wheel for gym (setup.py) ... done
  Created wheel for gym: filename=gym-0.17.2-py3-none-any.whl size=1650889 sha256=1fef4073c8f526c5867f2009977cca6974c887240a0ad06957830e1e89ae81da
  Stored in directory: /root/.cache/pip/wheels/18/e1/58/89a2aa24e6c2cc800204fc02010612afdf200926c4d6bfe315
  Building wheel for setproctitle (setup.py) ... done
  Created wheel for setproctitle: filename=setproctitle-1.1.10-cp37-cp37m-linux_x86_64.whl size=35216 sha256=b1999d8e39a772ac1d85dd759e98fcb2a91117c8184e58504152fdec21b3f74a
  Stored in directory: /root/.cache/pip/wheels/c2/fc/58/bd368d9483b36eafa3673e2acd8dcd121b0695d10719fe5fce
  Building wheel for Twisted (setup.py) ... done
  Created wheel for Twisted: filename=Twisted-19.2.0-cp37-cp37m-linux_x86_64.whl size=3045147 sha256=f4eaf6945b4a2d2fd945fcfe82d9f890816cdd613bb1235461f33a5186027959
  Stored in directory: /root/.cache/pip/wheels/29/80/ed/9dc8ba80624047e0de94ef0405f14db26edb0a5e94bc5d188a
  Building wheel for vec-noise (setup.py) ... done
  Created wheel for vec-noise: filename=vec_noise-1.1.4-cp37-cp37m-linux_x86_64.whl size=80692 sha256=9dc06f30436c4e750c94879232b3f007f2290307f79502bb98a15e2f63954709
  Stored in directory: /root/.cache/pip/wheels/fc/0c/19/5932b4834cf3204ed2ae845e788f07c79b3279c302d55d6fa8
Successfully built bokeh fire gym setproctitle Twisted vec-noise
Installing collected packages: zope.interface, txaio, PyHamcrest, incremental, hyperlink, constantly, Automat, vec-noise, Twisted, tqdm, sphinx-rtd-theme, setproctitle, matplotlib, imageio, gym, fire, bokeh, autobahn, neural-mmo
  Attempting uninstall: tqdm
    Found existing installation: tqdm 4.62.3
    Uninstalling tqdm-4.62.3:
      Successfully uninstalled tqdm-4.62.3
  Attempting uninstall: matplotlib
    Found existing installation: matplotlib 3.2.2
    Uninstalling matplotlib-3.2.2:
      Successfully uninstalled matplotlib-3.2.2
  Attempting uninstall: imageio
    Found existing installation: imageio 2.4.1
    Uninstalling imageio-2.4.1:
      Successfully uninstalled imageio-2.4.1
  Attempting uninstall: gym
    Found existing installation: gym 0.17.3
    Uninstalling gym-0.17.3:
      Successfully uninstalled gym-0.17.3
  Attempting uninstall: bokeh
    Found existing installation: bokeh 2.3.3
    Uninstalling bokeh-2.3.3:
      Successfully uninstalled bokeh-2.3.3
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
panel 0.12.1 requires bokeh<2.4.0,>=2.3.0, but you have bokeh 2.2.3 which is incompatible.
albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.
Successfully installed Automat-20.2.0 PyHamcrest-2.0.2 Twisted-19.2.0 autobahn-19.3.3 bokeh-2.2.3 constantly-15.1.0 fire-0.4.0 gym-0.17.2 hyperlink-21.0.0 imageio-2.8.0 incremental-21.3.0 matplotlib-3.1.3 neural-mmo-1.5.2.2 setproctitle-1.1.10 sphinx-rtd-theme-0.5.1 tqdm-4.61.1 txaio-21.2.1 vec-noise-1.1.4 zope.interface-5.4.0

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Collecting opencensus-context==0.1.2
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Building wheels for collected packages: gpustat
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Successfully built gpustat
Installing collected packages: multidict, frozenlist, yarl, asynctest, async-timeout, aiosignal, opencensus-context, hiredis, deprecated, blessings, aiohttp, redis, pydantic, py-spy, opencensus, numpy, gpustat, colorama, aioredis, aiohttp-cors, ray, colorful, flexdict
  Attempting uninstall: numpy
    Found existing installation: numpy 1.19.5
    Uninstalling numpy-1.19.5:
      Successfully uninstalled numpy-1.19.5
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
yellowbrick 1.3.post1 requires numpy<1.20,>=1.16.0, but you have numpy 1.21.2 which is incompatible.
datascience 0.10.6 requires folium==0.2.1, but you have folium 0.8.3 which is incompatible.
albumentations 0.1.12 requires imgaug<0.2.7,>=0.2.5, but you have imgaug 0.2.9 which is incompatible.
Successfully installed aiohttp-3.8.1 aiohttp-cors-0.7.0 aioredis-1.3.1 aiosignal-1.2.0 async-timeout-4.0.1 asynctest-0.13.0 blessings-1.7 colorama-0.4.4 colorful-0.5.4 deprecated-1.2.13 flexdict-0.0.1a1 frozenlist-1.2.0 gpustat-0.6.0 hiredis-2.0.0 multidict-5.2.0 numpy-1.21.2 opencensus-0.8.0 opencensus-context-0.1.2 py-spy-0.3.11 pydantic-1.8.2 ray-1.5.2 redis-4.0.2 yarl-1.7.2

Generate maps that will be used for building your models and evaluation

In [ ]:
import os
os.chdir('/content/neural-mmo-starter-kit')
os.system('ln -s neuralmmo/resource')

!python neuralmmo/Forge.py generate --config=CompetitionRound1

/usr/local/lib/python3.7/dist-packages/ray/autoscaler/_private/cli_logger.py:61: FutureWarning: Not all Ray CLI dependencies were found. In Ray 1.4+, the Ray CLI, autoscaler, and dashboard will only be usable via `pip install 'ray[default]'`. Please update your install command.
  "update your install command.", FutureWarning)
Generating 256 training and 64 evaluation maps:
100% 320/320 [00:23<00:00, 13.55it/s]

Building your models

Your agents need to implement the NeuralMMOAgent class from evaluator/base_agent.py. You can check the code in agents directory for examples.

Note: If your agent doesn't inherit the NeuralMMOAgent class, the evaluation will fail.

Once your agent class is ready, you can specify the class to use as the player agent in your config.py. The starter kit comes with a machine learning based baseline. The config.py in the starter kit points to this class. You should update it to use your class.

For information on tweaking and training the baseline agents, please refer training baselines.

Evaluating you agents locally

Test your agents locally by running the rollout script

Make sure to include your agent in config.py

In [ ]:
!python evaluator/rollout.py

/usr/local/lib/python3.7/dist-packages/ray/autoscaler/_private/cli_logger.py:61: FutureWarning: Not all Ray CLI dependencies were found. In Ray 1.4+, the Ray CLI, autoscaler, and dashboard will only be usable via `pip install 'ray[default]'`. Please update your install command.
  "update your install command.", FutureWarning)
======= Episode 1 =======
Achievement  0
Equipment  0
Exploration  5
PlayerKills  0
Foraging  10.5
=========================
======= Episode 2 =======
Achievement  18
Equipment  0
Exploration  37
PlayerKills  1
Foraging  48.5
=========================

Making a submission

Add your SSH key to AIcrowd GitLab

You can add your SSH Keys to your GitLab account by going to your profile settings here. You will first need to generate one.

In [ ]:
!ssh-keygen 
!cat /root/.ssh/id_rsa.pub
In [ ]:
!ssh-keyscan gitlab.aicrowd.com >> /root/.ssh/known_hosts
!ssh -T git@gitlab.aicrowd.com

Install git lfs

In [ ]:
!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash
!apt-get install git-lfs
!git lfs install

Configure git credentials and change remote

Replace your user name by username on gitlab.aicrowd.com

In [ ]:
!git config --global user.email "username@aicrowd.com"
!git config --global user.name "User Name"
!git remote add aicrowd git@gitlab.aicrowd.com:<user-name>/neural-mmo-starter-kit.git
!git remote rm origin

Run the script to submit

In [ ]:
!bash ./utils/submit.sh "Test submission 1"

Content

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